{"id":"W2743354648","doi":"10.22230/cjc.2017v42n3a3197","title":"Understanding Machines: A History of Canadian Mechanology","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Cybernetics and Technology in Society","field":"Arts and Humanities","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Université de Montréal","funders":"Université du Québec à Montréal","keywords":"Cybernetics; Field (mathematics); Epistemology; Sociology; Social science; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002709297,0.00005454461,0.0001339908,0.0004592876,0.0004995216,0.00004921702,0.0007843093,0.00007381221,0.0006517851],"category_scores_gemma":[0.0001011389,0.00005471714,0.00006503746,0.00001589441,0.0008127492,0.0001227696,0.00001848686,0.0002384384,0.000003298852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009108756,"about_ca_system_score_gemma":0.001366408,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6286815,"about_ca_topic_score_gemma":0.9893245,"domain_scores_codex":[0.9995291,0.00003159049,0.0002155543,0.00003810287,0.00005010572,0.0001355091],"domain_scores_gemma":[0.9986743,0.0000307706,0.0004186603,0.000535875,0.0001704002,0.0001700267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001477732,0.000003652621,0.001338685,0.000003642981,0.00004046297,0.000005348936,0.01499741,0.000001330054,0.00001558569,0.9536039,0.02911959,0.000868894],"study_design_scores_gemma":[0.0001881966,0.00004341323,0.0007982587,0.00005255431,0.00002750745,0.00001760589,0.003285714,0.00006256923,0.00001023695,0.05319683,0.9422463,0.00007077794],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09714107,0.008969112,0.0001284795,0.02639137,0.002435253,0.0001507659,0.0000537333,0.00001251453,0.8647177],"genre_scores_gemma":[0.9978975,0.0002874624,0.0001908701,0.0001301617,0.00004962608,7.308224e-7,0.000002793879,0.000007618283,0.001433211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9131268,"threshold_uncertainty_score":0.713659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1918829297253415,"score_gpt":0.2430552617822667,"score_spread":0.05117233205692523,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}